{"id":"W1591701086","doi":"","title":"A Social Constructive Study on Optimizing College English Teaching Strategies","year":2013,"lang":"en","type":"article","venue":"Studies in literature and language","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Constructivism (international relations); Constructive; College English; Social constructivism; Mathematics education; Process (computing); Teaching method; Psychology; Pedagogy; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001427177,0.0001236764,0.0001703908,0.00003062333,0.0004047294,0.0001289329,0.00007271633,0.00003757844,0.00002724525],"category_scores_gemma":[0.0001409076,0.00004997561,0.00002165159,0.0002974293,0.0001236583,0.0002695105,0.00008600379,0.0002119696,0.000002578088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002640981,"about_ca_system_score_gemma":0.00000434398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006836966,"about_ca_topic_score_gemma":0.0001010071,"domain_scores_codex":[0.9993159,0.00008084837,0.0001343324,0.0002095287,0.0001099354,0.0001494749],"domain_scores_gemma":[0.9995622,0.0001927195,0.00004346732,0.00002610462,0.0001602636,0.00001523316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002586932,0.0005221897,0.01386822,0.00002965783,0.0002576937,0.00004346119,0.8395117,0.000001887374,0.002350942,0.1206502,0.01328966,0.009448518],"study_design_scores_gemma":[0.0001669844,0.0001470942,0.1173093,0.00005113258,0.000006783267,0.000001507904,0.8803468,7.827586e-7,0.000009125128,0.00119252,0.0006511674,0.0001167448],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803044,0.0009785648,5.608144e-8,0.0005529537,0.0001980262,0.0003148633,0.00003949993,0.0000321514,0.01757954],"genre_scores_gemma":[0.9988613,0.00001592227,0.0001288999,0.0001953497,0.0004494632,0.0000863625,0.00001397364,7.167617e-7,0.0002479943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1194577,"threshold_uncertainty_score":0.3112893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02848376625001807,"score_gpt":0.3170110424196164,"score_spread":0.2885272761695983,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}